{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4705fa30",
   "metadata": {},
   "source": [
    "## Oil Production Forecasting\n",
    "\n",
    "> How to Pose a Time Series Forecasting problem as a Supervised learning Algorithm!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 812,
   "id": "6a5b9ce9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 813,
   "id": "f77baf3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('https://raw.githubusercontent.com/Divyanshu-ISM/Machine-Learning-Deep-Learning/main/Volve%20P-12_DatesCorrected.csv',\n",
    "                index_col=0, parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 814,
   "id": "da63c55e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_model_preparation = df[df.index.year <=2014]\n",
    "df_model_testing = df[df.index.year>=2015]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 815,
   "id": "b6900c86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>onstreaminject_HRS</th>\n",
       "      <th>BORE_WI_VOL</th>\n",
       "      <th>ON_STREAM_HRS</th>\n",
       "      <th>AVG_DOWNHOLE_PRESSURE</th>\n",
       "      <th>AVG_DOWNHOLE_TEMPERATURE</th>\n",
       "      <th>AVG_DP_TUBING</th>\n",
       "      <th>AVG_ANNULUS_PRESS</th>\n",
       "      <th>AVG_CHOKE_SIZE_P in percentage</th>\n",
       "      <th>AVG_WHP_P</th>\n",
       "      <th>AVG_WHT_P</th>\n",
       "      <th>DP_CHOKE_SIZE</th>\n",
       "      <th>BORE_OIL_VOL</th>\n",
       "      <th>BORE_GAS_VOL</th>\n",
       "      <th>BORE_WAT_VOL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2007-01-09</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-10</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-11</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-12</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-13</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            onstreaminject_HRS  BORE_WI_VOL  ON_STREAM_HRS  \\\n",
       "2007-01-09                 0.0            0            0.0   \n",
       "2007-01-10                 0.0            0            0.0   \n",
       "2007-01-11                 0.0            0            0.0   \n",
       "2007-01-12                 0.0            0            0.0   \n",
       "2007-01-13                 0.0            0            0.0   \n",
       "\n",
       "            AVG_DOWNHOLE_PRESSURE  AVG_DOWNHOLE_TEMPERATURE  AVG_DP_TUBING  \\\n",
       "2007-01-09                    0.0                       0.0            0.0   \n",
       "2007-01-10                    0.0                       0.0            0.0   \n",
       "2007-01-11                    0.0                       0.0            0.0   \n",
       "2007-01-12                    0.0                       0.0            0.0   \n",
       "2007-01-13                    0.0                       0.0            0.0   \n",
       "\n",
       "            AVG_ANNULUS_PRESS  AVG_CHOKE_SIZE_P in percentage  AVG_WHP_P  \\\n",
       "2007-01-09                0.0                             0.0        0.0   \n",
       "2007-01-10                0.0                             0.0        0.0   \n",
       "2007-01-11                0.0                             0.0        0.0   \n",
       "2007-01-12                0.0                             0.0        0.0   \n",
       "2007-01-13                0.0                             0.0        0.0   \n",
       "\n",
       "            AVG_WHT_P  DP_CHOKE_SIZE  BORE_OIL_VOL  BORE_GAS_VOL  BORE_WAT_VOL  \n",
       "2007-01-09        0.0            0.0           0.0           0.0           0.0  \n",
       "2007-01-10        0.0            0.0           0.0           0.0           0.0  \n",
       "2007-01-11        0.0            0.0           0.0           0.0           0.0  \n",
       "2007-01-12        0.0            0.0           0.0           0.0           0.0  \n",
       "2007-01-13        0.0            0.0           0.0           0.0           0.0  "
      ]
     },
     "execution_count": 815,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_model_preparation.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 816,
   "id": "d6eee0a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_original = df_model_preparation.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 817,
   "id": "19fcbe5f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df_original.loc[:,['BORE_OIL_VOL']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 818,
   "id": "ad3f485c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BORE_OIL_VOL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2007-01-09</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-10</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-11</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-12</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-13</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-27</th>\n",
       "      <td>426.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-28</th>\n",
       "      <td>423.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-29</th>\n",
       "      <td>425.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-30</th>\n",
       "      <td>419.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-31</th>\n",
       "      <td>418.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2914 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            BORE_OIL_VOL\n",
       "2007-01-09           0.0\n",
       "2007-01-10           0.0\n",
       "2007-01-11           0.0\n",
       "2007-01-12           0.0\n",
       "2007-01-13           0.0\n",
       "...                  ...\n",
       "2014-12-27         426.0\n",
       "2014-12-28         423.0\n",
       "2014-12-29         425.0\n",
       "2014-12-30         419.0\n",
       "2014-12-31         418.0\n",
       "\n",
       "[2914 rows x 1 columns]"
      ]
     },
     "execution_count": 818,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 819,
   "id": "ce8f3996",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 819,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(figsize=(12,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 820,
   "id": "a2a97664",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BORE_OIL_VOL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2007-01-09</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-10</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-11</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-12</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-13</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-27</th>\n",
       "      <td>427.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-28</th>\n",
       "      <td>426.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-29</th>\n",
       "      <td>423.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-30</th>\n",
       "      <td>425.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-31</th>\n",
       "      <td>419.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2914 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            BORE_OIL_VOL\n",
       "2007-01-09           NaN\n",
       "2007-01-10           0.0\n",
       "2007-01-11           0.0\n",
       "2007-01-12           0.0\n",
       "2007-01-13           0.0\n",
       "...                  ...\n",
       "2014-12-27         427.0\n",
       "2014-12-28         426.0\n",
       "2014-12-29         423.0\n",
       "2014-12-30         425.0\n",
       "2014-12-31         419.0\n",
       "\n",
       "[2914 rows x 1 columns]"
      ]
     },
     "execution_count": 820,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shift(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 821,
   "id": "92247e5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "window= 60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 822,
   "id": "d8afe72e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def TS_to_Xy(df,n_lags=3, window=window):\n",
    "    \n",
    "    shifted_ys = []\n",
    "    \n",
    "    for i in range(1,n_lags+1):\n",
    "        df[f'y_{i}'] = 0\n",
    "        df[f'y_{i}'] = df.shift(i+window)\n",
    "    \n",
    "    \n",
    "    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 823,
   "id": "80bbc1d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_Xy = TS_to_Xy(df.rolling('30D').mean(),1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 824,
   "id": "e2f82d4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BORE_OIL_VOL</th>\n",
       "      <th>y_1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2007-01-09</th>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-10</th>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-11</th>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-12</th>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-13</th>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            BORE_OIL_VOL  y_1\n",
       "2007-01-09           0.0  NaN\n",
       "2007-01-10           0.0  NaN\n",
       "2007-01-11           0.0  NaN\n",
       "2007-01-12           0.0  NaN\n",
       "2007-01-13           0.0  NaN"
      ]
     },
     "execution_count": 824,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_Xy.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 825,
   "id": "5dbe3534",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_Xy = df_Xy.fillna(method='bfill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 826,
   "id": "d6b72fb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 826,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_Xy['y_1'].plot(figsize=(12,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 827,
   "id": "52e722e2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 828,
   "id": "0797966b",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df_Xy[[col for col in df_Xy.columns if col.startswith('y')]]\n",
    "y = df_Xy['BORE_OIL_VOL']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 829,
   "id": "5ed5cf3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42,shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 830,
   "id": "09235569",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "from sklearn.metrics import mean_squared_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 831,
   "id": "a1ee6716",
   "metadata": {},
   "outputs": [],
   "source": [
    "rf = RandomForestRegressor()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 832,
   "id": "baee84cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor()"
      ]
     },
     "execution_count": 832,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 833,
   "id": "5f3d966d",
   "metadata": {},
   "outputs": [],
   "source": [
    "yp_train = rf.predict(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 834,
   "id": "4c7a6a26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'RMSE = 451.81485162250567')"
      ]
     },
     "execution_count": 834,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,4))\n",
    "\n",
    "plt.plot(X_train.index, y_train)\n",
    "plt.plot(X_train.index, yp_train)\n",
    "\n",
    "plt.title(f'RMSE = {np.sqrt(mean_squared_error(y_train,yp_train))}', size=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 835,
   "id": "e6b67ad2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1470d639d60>"
      ]
     },
     "execution_count": 835,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ti = 800;  tf = 1500 \n",
    "\n",
    "plt.figure(figsize=(15,5))\n",
    "\n",
    "plt.scatter(df_Xy.index[ti:tf] , df_Xy['BORE_OIL_VOL'][ti:tf], marker='o', label='Actual Oil Rates', s=200)\n",
    "plt.plot(df_Xy.index[ti:tf] , rf.predict(df_Xy[['BORE_OIL_VOL']][ti-window:tf-window]),color='k', label='Predicted Rates')\n",
    "\n",
    "\n",
    "# plt.plot(df_Xy.index[ti:tf] , df_Xy['BORE_OIL_VOL'][ti:tf], marker='x', label='Actual Oil Rates')\n",
    "\n",
    "plt.grid()\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 836,
   "id": "1ee047e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "yp_test = rf.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 837,
   "id": "5b4180f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1470fa520d0>]"
      ]
     },
     "execution_count": 837,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "plt.scatter(X_test.index, y_test)\n",
    "plt.plot(X_test.index, yp_test, color='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 838,
   "id": "e7be2bea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1470fcdf280>"
      ]
     },
     "execution_count": 838,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "plt.scatter(X_train.index, y_train, label='Actual Oil Rates (Training)')\n",
    "plt.plot(X_train.index, yp_train, color='k', label='Predicted Oil Rates (Training)')\n",
    "\n",
    "\n",
    "\n",
    "plt.axvline(X_test.index[0], color='k')\n",
    "\n",
    "plt.scatter(X_test.index, y_test, color='green', label='Actual Oil Rates (Validation)')\n",
    "plt.plot(X_test.index, yp_test, color='brown', label='Predicted Oil Rates (Validation)')\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "plt.grid()\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 839,
   "id": "2eec8fb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y_1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-08-09</th>\n",
       "      <td>517.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-08-10</th>\n",
       "      <td>502.288889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-08-11</th>\n",
       "      <td>486.366667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-08-12</th>\n",
       "      <td>471.266667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-08-13</th>\n",
       "      <td>461.233333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-27</th>\n",
       "      <td>645.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-28</th>\n",
       "      <td>641.533333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-29</th>\n",
       "      <td>637.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-30</th>\n",
       "      <td>631.866667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-31</th>\n",
       "      <td>626.600000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>875 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   y_1\n",
       "2012-08-09  517.833333\n",
       "2012-08-10  502.288889\n",
       "2012-08-11  486.366667\n",
       "2012-08-12  471.266667\n",
       "2012-08-13  461.233333\n",
       "...                ...\n",
       "2014-12-27  645.100000\n",
       "2014-12-28  641.533333\n",
       "2014-12-29  637.500000\n",
       "2014-12-30  631.866667\n",
       "2014-12-31  626.600000\n",
       "\n",
       "[875 rows x 1 columns]"
      ]
     },
     "execution_count": 839,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1cf3115",
   "metadata": {},
   "source": [
    "## Forecasting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 840,
   "id": "c38bc4f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "last_input_rates = X_test.iloc[-window:,0:]\n",
    "\n",
    "next_forecasts = np.array(rf.predict(last_input_rates))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 841,
   "id": "e95712c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2015-01-01', '2015-01-02', '2015-01-03', '2015-01-04',\n",
       "               '2015-01-05', '2015-01-06', '2015-01-07', '2015-01-08',\n",
       "               '2015-01-09', '2015-01-10', '2015-01-11', '2015-01-12',\n",
       "               '2015-01-13', '2015-01-14', '2015-01-15', '2015-01-16',\n",
       "               '2015-01-17', '2015-01-18', '2015-01-19', '2015-01-20',\n",
       "               '2015-01-21', '2015-01-22', '2015-01-23', '2015-01-24',\n",
       "               '2015-01-25', '2015-01-26', '2015-01-27', '2015-01-28',\n",
       "               '2015-01-29', '2015-01-30', '2015-01-31', '2015-02-01',\n",
       "               '2015-02-02', '2015-02-03', '2015-02-04', '2015-02-05',\n",
       "               '2015-02-06', '2015-02-07', '2015-02-08', '2015-02-09',\n",
       "               '2015-02-10', '2015-02-11', '2015-02-12', '2015-02-13',\n",
       "               '2015-02-14', '2015-02-15', '2015-02-16', '2015-02-17',\n",
       "               '2015-02-18', '2015-02-19', '2015-02-20', '2015-02-21',\n",
       "               '2015-02-22', '2015-02-23', '2015-02-24', '2015-02-25',\n",
       "               '2015-02-26', '2015-02-27', '2015-02-28', '2015-03-01'],\n",
       "              dtype='datetime64[ns]', freq=None)"
      ]
     },
     "execution_count": 841,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# len(next_forecasts)\n",
    "df_model_testing.index[:window]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 842,
   "id": "74dd3ab0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>onstreaminject_HRS</th>\n",
       "      <th>BORE_WI_VOL</th>\n",
       "      <th>ON_STREAM_HRS</th>\n",
       "      <th>AVG_DOWNHOLE_PRESSURE</th>\n",
       "      <th>AVG_DOWNHOLE_TEMPERATURE</th>\n",
       "      <th>AVG_DP_TUBING</th>\n",
       "      <th>AVG_ANNULUS_PRESS</th>\n",
       "      <th>AVG_CHOKE_SIZE_P in percentage</th>\n",
       "      <th>AVG_WHP_P</th>\n",
       "      <th>AVG_WHT_P</th>\n",
       "      <th>DP_CHOKE_SIZE</th>\n",
       "      <th>BORE_OIL_VOL</th>\n",
       "      <th>BORE_GAS_VOL</th>\n",
       "      <th>BORE_WAT_VOL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-01-01</th>\n",
       "      <td>24.0</td>\n",
       "      <td>4329</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.851</td>\n",
       "      <td>11.949</td>\n",
       "      <td>97.91667</td>\n",
       "      <td>29.851</td>\n",
       "      <td>78.719</td>\n",
       "      <td>0.791</td>\n",
       "      <td>416.0</td>\n",
       "      <td>63439.0</td>\n",
       "      <td>1130.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-02</th>\n",
       "      <td>24.0</td>\n",
       "      <td>4302</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.568</td>\n",
       "      <td>12.034</td>\n",
       "      <td>97.91667</td>\n",
       "      <td>29.568</td>\n",
       "      <td>79.787</td>\n",
       "      <td>0.563</td>\n",
       "      <td>386.0</td>\n",
       "      <td>58583.0</td>\n",
       "      <td>1106.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-03</th>\n",
       "      <td>24.0</td>\n",
       "      <td>4357</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.611</td>\n",
       "      <td>12.058</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>28.611</td>\n",
       "      <td>80.596</td>\n",
       "      <td>0.533</td>\n",
       "      <td>392.0</td>\n",
       "      <td>59618.0</td>\n",
       "      <td>1143.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-04</th>\n",
       "      <td>24.0</td>\n",
       "      <td>4629</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.566</td>\n",
       "      <td>12.131</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>26.566</td>\n",
       "      <td>81.662</td>\n",
       "      <td>0.579</td>\n",
       "      <td>408.0</td>\n",
       "      <td>61965.0</td>\n",
       "      <td>1176.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-05</th>\n",
       "      <td>21.5</td>\n",
       "      <td>4174</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.607</td>\n",
       "      <td>12.155</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>26.607</td>\n",
       "      <td>81.569</td>\n",
       "      <td>0.627</td>\n",
       "      <td>405.0</td>\n",
       "      <td>61606.0</td>\n",
       "      <td>1210.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.959</td>\n",
       "      <td>0.90339</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-09</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.959</td>\n",
       "      <td>0.90339</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-10</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.959</td>\n",
       "      <td>0.90339</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.959</td>\n",
       "      <td>0.90339</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-12</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.959</td>\n",
       "      <td>0.90339</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>377 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            onstreaminject_HRS  BORE_WI_VOL  ON_STREAM_HRS  \\\n",
       "2015-01-01                24.0         4329           24.0   \n",
       "2015-01-02                24.0         4302           24.0   \n",
       "2015-01-03                24.0         4357           24.0   \n",
       "2015-01-04                24.0         4629           24.0   \n",
       "2015-01-05                21.5         4174           24.0   \n",
       "...                        ...          ...            ...   \n",
       "2016-01-08                 0.0            0            0.0   \n",
       "2016-01-09                 0.0            0            0.0   \n",
       "2016-01-10                 0.0            0            0.0   \n",
       "2016-01-11                 0.0            0            0.0   \n",
       "2016-01-12                 0.0            0            0.0   \n",
       "\n",
       "            AVG_DOWNHOLE_PRESSURE  AVG_DOWNHOLE_TEMPERATURE  AVG_DP_TUBING  \\\n",
       "2015-01-01                    0.0                       0.0         29.851   \n",
       "2015-01-02                    0.0                       0.0         29.568   \n",
       "2015-01-03                    0.0                       0.0         28.611   \n",
       "2015-01-04                    0.0                       0.0         26.566   \n",
       "2015-01-05                    0.0                       0.0         26.607   \n",
       "...                           ...                       ...            ...   \n",
       "2016-01-08                    0.0                       0.0          0.000   \n",
       "2016-01-09                    0.0                       0.0          0.000   \n",
       "2016-01-10                    0.0                       0.0          0.000   \n",
       "2016-01-11                    0.0                       0.0          0.000   \n",
       "2016-01-12                    0.0                       0.0          0.000   \n",
       "\n",
       "            AVG_ANNULUS_PRESS  AVG_CHOKE_SIZE_P in percentage  AVG_WHP_P  \\\n",
       "2015-01-01             11.949                        97.91667     29.851   \n",
       "2015-01-02             12.034                        97.91667     29.568   \n",
       "2015-01-03             12.058                       100.00000     28.611   \n",
       "2015-01-04             12.131                       100.00000     26.566   \n",
       "2015-01-05             12.155                       100.00000     26.607   \n",
       "...                       ...                             ...        ...   \n",
       "2016-01-08             19.959                         0.90339      0.000   \n",
       "2016-01-09             19.959                         0.90339      0.000   \n",
       "2016-01-10             19.959                         0.90339      0.000   \n",
       "2016-01-11             19.959                         0.90339      0.000   \n",
       "2016-01-12             19.959                         0.90339      0.000   \n",
       "\n",
       "            AVG_WHT_P  DP_CHOKE_SIZE  BORE_OIL_VOL  BORE_GAS_VOL  BORE_WAT_VOL  \n",
       "2015-01-01     78.719          0.791         416.0       63439.0        1130.0  \n",
       "2015-01-02     79.787          0.563         386.0       58583.0        1106.0  \n",
       "2015-01-03     80.596          0.533         392.0       59618.0        1143.0  \n",
       "2015-01-04     81.662          0.579         408.0       61965.0        1176.0  \n",
       "2015-01-05     81.569          0.627         405.0       61606.0        1210.0  \n",
       "...               ...            ...           ...           ...           ...  \n",
       "2016-01-08      0.000          0.026           0.0           0.0           0.0  \n",
       "2016-01-09      0.000          0.026           0.0           0.0           0.0  \n",
       "2016-01-10      0.000          0.026           0.0           0.0           0.0  \n",
       "2016-01-11      0.000          0.026           0.0           0.0           0.0  \n",
       "2016-01-12      0.000          0.026           0.0           0.0           0.0  \n",
       "\n",
       "[377 rows x 14 columns]"
      ]
     },
     "execution_count": 842,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_model_testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 843,
   "id": "ed99f11d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1470febfbb0>]"
      ]
     },
     "execution_count": 843,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df_model_testing.index[:window], df_model_testing['BORE_OIL_VOL'][:window], label='Actual Future Rates')\n",
    "plt.plot(df_model_testing.index[:window], next_forecasts.reshape(window,1), label='Model Forecasted Rates', color='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 848,
   "id": "31dbb85f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x14772ae9670>"
      ]
     },
     "execution_count": 848,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "plt.scatter(X_train.index, y_train, label='Actual Oil Rates (Training)')\n",
    "plt.plot(X_train.index, yp_train, color='k', label='Predicted Oil Rates (Training)')\n",
    "\n",
    "\n",
    "\n",
    "plt.axvline(X_test.index[0], color='k')\n",
    "\n",
    "# plt.scatter(X_test.index, y_test, color='green', label='Actual Oil Rates (Validation)')\n",
    "plt.plot(X_test.index, yp_test, label='Predicted Oil Rates (Validation)', color='green')\n",
    "\n",
    "plt.axvline(df_model_testing.index[0])\n",
    "\n",
    "# plt.scatter(df_model_testing.index[:window], df_model_testing['BORE_OIL_VOL'][:window], label='Actual Future Rates')\n",
    "plt.plot(df_model_testing.index[:window], next_forecasts, label='Model Forecasted Rates', color='brown')\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "plt.ylabel('Oil Production rates, STB/D', size=20);\n",
    "plt.xlabel('Date', size=20)\n",
    "plt.grid()\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c6fcf9fb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
